NexusAI123/hospital-financial-reasoning

🏥 Hospital Budget Reasoning Dataset

Tags: reasoning-datasets-competition, healthcare, financial-analysis, budget-trends, india, public-sector, numeric-reasoning

🧠 Dataset Summary

This dataset provides structured reasoning examples based on financial allocations to government hospitals in India, specifically from the Ministry of Health and Family Welfare (MoHFW) and PRS Legislative Research reports. It contains over 200 examples, each of which features a real-world budget scenario and a reasoning-rich question.

It enables research and model training for numeric reasoning, trend analysis, cost comparisons, and detection of budget anomalies in the healthcare sector.

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📁 Dataset Structure

Each entry contains:

• context: A paragraph of financial figures and historical allocations for a specific hospital
• question: A reasoning-based question (e.g., percentage change, comparison, anomaly detection)
• answer: A detailed answer or numeric calculation based on the context
• source: Document source (e.g., sbe46.pdf)

Format: CSV

Fields:

context, question, answer, source

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🔍 Example Entry

{
  "context": "AIIMS Delhi had budget allocations of ₹4489.67 crore (2023-24 actual), ₹4523.00 crore (2024-25 BE), ₹5000.00 crore (2024-25 RE), and ₹5200.00 crore (2025-26 BE).",
  "question": "What was the percentage change in AIIMS allocation from 2023–24 actual to 2025–26 BE?",
  "answer": "Percentage change = ((5200.00 - 4489.67)/4489.67)*100 = 15.8%.",
  "source": "sbe46.pdf"
}

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✅ Use Cases

• Train models to perform quantitative reasoning
• Evaluate LLMs on public budgeting scenarios
• Study inter-hospital funding comparisons
• Explore cost-effectiveness analysis in healthcare
• Support multi-hop reasoning on structured finance data

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📚 Data Sources

• Expenditure Budget 2025–26 – MoHFW
• PRS Legislative Research – Health and Family Welfare Analysis 2025–26
• Annual Report 2024–25 – MoHFW

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📜 License

This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) License. You may use it for research and commercial applications with appropriate attribution.

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⚠️ Limitations

• Budget allocations may not represent actual expenditures.
• Does not include health outcomes or service quality data.
• Limited to data published in 2023–2025 budget cycles.

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💡 Citation

If you use this dataset, please cite:

Hospital Budget Reasoning Dataset (2025). Created using public health finance documents from the Government of India for the Hugging Face Reasoning Dataset Competition.

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🙋 Contact

Email: [email protected]
GitHub: https://github.com/emerson-elgin